skill-creator

Create, evaluate, and iteratively improve Claude skills with benchmark testing and description optimization.

3|1|Updated Feb 26, 2026
One-click install
npx skills add https://github.com/wopal-cn/wopal-space-ontology --skill skill-creator-wopal-cn
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-creator
Source: https://github.com/wopal-cn/wopal-space-ontology/tree/main/skills/skill-creator
Command: npx skills add https://github.com/wopal-cn/wopal-space-ontology --skill skill-creator-wopal-cn

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and assets (resource) components.

What problem does it solve? Writing an effective skill is hard to get right on the first try — descriptions may fail to trigger, instructions may be ambiguous, and there is no built-in way to measure whether a skill actually improves outcomes. This Skill provides a structured create-test-review-iterate workflow with quantitative benchmarking so skills are validated against real test prompts rather than guesswork. ## Core Features & Use Cases - Guided Skill Authoring: Interviews the user to capture intent, then drafts a SKILL.md with proper frontmatter, progressive disclosure structure, and writing-style guidance. - Evaluation & Benchmarking: Runs test prompts with and without the skill in parallel subagents, grades assertions, and aggregates pass rates, timing, and token usage into benchmark reports with an interactive HTML review viewer. - Description Optimization: Generates trigger/no-trigger eval queries, runs an automated optimization loop with train/test splits, and applies the best-performing description to improve triggering accuracy. - Use Case: You want a skill that formats weekly sales spreadsheets. This Skill helps you draft it, creates realistic test prompts, runs them with and without the skill, shows you side-by-side results in a browser viewer, and iterates until the outputs meet your bar. ## Quick Start Ask the assistant to help you create a new skill for your workflow, or to evaluate and improve an existing skill by running test cases and benchmarks.

Frequently Asked Questions about skill-creator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I create a new Claude skill from scratch?▼

Start by describing what the skill should do and when it should trigger. The skill-creator interviews you about edge cases and output formats, drafts the SKILL.md with proper frontmatter, then creates test prompts to validate the skill works as intended.

How do I test whether my skill actually improves results?▼

Run each test prompt twice in parallel — once with the skill and once without as a baseline. The skill-creator grades outputs against assertions, aggregates pass rates and timing into a benchmark report, and opens an HTML viewer for side-by-side review.

How can I improve my skill description for better triggering?▼

Generate 20 realistic trigger and no-trigger eval queries, review them in the provided HTML template, then run the automated optimization loop. It tests description variants against train and held-out queries and applies the best-scoring description.

Does skill evaluation work on Claude.ai without subagents?▼

Yes, but with limitations. Without subagents you run test prompts sequentially yourself, skip baseline comparisons and quantitative benchmarking, and collect feedback inline in the conversation instead of using the browser-based review viewer.

What is a blind comparison between two skill versions?▼

Blind comparison gives outputs from two skill versions to an independent grader agent labeled only A and B, so judgment is unbiased. A post-hoc analyzer then examines transcripts to explain why the winner won and suggest concrete improvements.